Lians-ai / Lians

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          "author_name": "ebeirne",
          "author_login": "ebeirne",
          "committed_at": "2026-07-17T18:14:20Z",
          "body_truncated": false,
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        {
          "oid": "18feeb96cd2edfdcf72c95374fb0eea05b7d55dd",
          "body": null,
          "is_bot": false,
          "headline": "Add regulated AI system-of-record ledger",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-15T18:10:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b27985e9f17f9a3997a44883d835b0510b22feb1",
          "body": null,
          "is_bot": false,
          "headline": "docs: update README with blue Lians logo",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-15T13:31:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4cdf9cc9573d7da602f0b10b1410216006ca4097",
          "body": "agentmem/results/ (2.9GB of checkpoint DBs and embedding caches) plus\nmemory-benchmarks/ were swept into the image by COPY agentmem/ and breached\nFly's 8GB unpacked-image limit — the release machine died at image unpack,\nwhich presented as an alembic timeout.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(deploy): exclude benchmark artifacts from the Docker build context",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-13T23:04:10Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ad698a1d4982df8645992b40d7b0de16df6871cb",
          "body": "…n budgeting\n\nFrom the mem0 comparison takeaways:\n\n- add_from_messages(distill=True): LLM-extracted, dated, speaker-attributed\n  facts stored as derived memories (metadata.derived/distilled) alongside\n  the verbatim transcript — extraction like mem0's, except every derived\n  fact keeps its auditable\n[…]\nen size of the returned contents\n  so callers can budget the prompt cost of injecting a recall.\n\nExtractor stubbed in tests — no API dependency.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(sdk): opt-in fact distillation with raw provenance + recall toke…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-13T20:21:35Z",
          "body_truncated": true,
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        },
        {
          "oid": "8bb3b4faf891c14e23f7957612b2a743a7c69826",
          "body": "…@689 memories\n\n- _ScoringPack (Change 7 extension): everything query-independent about the\n  working set — decrypted contents, embedding matrix + norms, BM25 term\n  frequencies, event timestamps, materiality half-lives, stale-clause marks,\n  temporal-neighbor indices — computed once per agent and c\n[…]\nmaining latency is the fp32 query embed (~120ms CPU); ONNX/quantization\nis the follow-up (arctic's published ONNX graph is loader-incompatible).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf(recall): scoring pack + deferred hydration — p50 624ms -> 160ms …",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-13T19:58:35Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9e43f70303354cdee59362899b8a70e8185e7642",
          "body": "…efault off)\n\nFrom studying how mem0's algorithm update reached 91.6/94.4: their retrieval\nfuses semantic + keyword + entity signals, with verb-normalized keywords.\n\n- _light_stem: conservative English suffix stripping in the shared BM25\n  tokenizer, so 'attended'/'attending'/'attends' meet the quer\n[…]\n raw\n  speaker-prefixed dialogue (78.6-78.8 vs 79.0 without) — it exists for\n  fact-shaped corpora where entities are sparse and discriminative.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(recall): BM25 inflection stemming + DF-gated entity-match arm (d…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-13T17:42:34Z",
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          "is_coding_agent": true
        },
        {
          "oid": "760edb7371b46476903c3d627dcf27234b750873",
          "body": "Correctness (all surfaced by the LOCOMO/LongMemEval judged runs):\n- as_of recall now anchors recency decay to the pinned moment instead of\n  wall-clock now — point-in-time queries no longer see uniformly dead\n  recency scores\n- numpy _cosine crashed the degraded-recall path (empty query vector =\n  s\n[…]\n at 89%: consumers misread isolated\n  fragments whose meaning lives in the adjacent turn.\n\nPlus the LongMemEval dump/replay benchmark harnesses.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix+feat(recall): benchmark-sprint findings shipped to the engine",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-13T15:28:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "619c437a7e2de615bab6acad0faca2f6295dcf29",
          "body": "…ctness gate; extraction default-on\n\nThe LOCOMO A/B for the interjection default caught the 2026-07-10 revision-cue\nsupersession falsely closing 9% of raw dialogue turns (527/5,882): bare\nwait/now/actually/quit fire on chat filler, and each closure deletes a turn\nfrom live recall (evidence retrieval\n[…]\nh the default config: hit@10 83.5 /\nall@10 69.4 (prior best 82.4/68.5). Full matrix + forensics in\ndocs/benchmarks/locomo-cue-fix-2026-07-11.md.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(supersession): cue lexicon over-pruned dialogue — tighten + compa…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-11T19:30:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9962b086f247c9977bd521ebb3fa6561a91090df",
          "body": "… -> 6/6)\n\nConversational turns bury durable facts as mid-clause asides; stored whole,\nthe turn dilutes the fact (recall misses it) and revisions can never\nsupersede it (turn-vs-turn cosine stays under the cue threshold).\n\n- interjection.py: deterministic clause splitter + cue lexicon; aside\n  marke\n[…]\nmode\n  behavior is bit-identical across all evals; enabled raw lifecycle holds\n  the 45/47 baseline. LOCOMO A/B pending before any default flip.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: interjection extraction — sub-turn durable facts (agent_sim 3/6…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-11T04:01:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8acb3d59a59bacd6de0e709017cdf76e6ce6dbb3",
          "body": "Per-question arctic embedding + tuned-blend scoring over the 500-question\nhaystacks, written in the harness predict format; resumable via per-question\ncaches in results/longmemeval_cache/.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "bench: LongMemEval-S retrieval dump for the mem0 harness",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-11T03:22:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "35610b1fb86570311a647847c372a95f95ddc4c0",
          "body": "Pairs each judged-run cutoff with its exact o200k_base context cost vs\nfull-conversation stuffing: 90.0% judged accuracy at 14.6% of full-context\ntokens; the 92.9 top-200 result ships with a 44% token reduction. Pure\naccounting over existing judged-run artifacts — free to rerun.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(benchmarks): LOCOMO token-efficiency report + accounting script",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-11T03:14:38Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b10a6e7775d29031176c2221f41bb7c9b6c0d38b",
          "body": "…nce point-in-time 8/8\n\nDeterministic decision-layer evals run 2026-07-10 alongside the LongMemEval\ndump: supersession classifier 12/12 (SUPERSEDES P/R 1.00) and financial\nas-of recall 8/8 across revision chains. Same-day compare_regulated re-run\nreproduced the Lians 5/5 live column.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(benchmarks): domain-invariants report — supersession 12/12, fina…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-11T02:41:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4858835d79847b20e4e50e5cdc92a0c578642814",
          "body": "…ports\n\nNew judge-free lifecycle suite (lifecycle_eval.py, scale_eval.py,\nagent_sim.py + scenario/persona datasets): state reconstruction from messy\ninterleaved revisions, as_of time-travel checkpoints incl. out-of-order\ningestion, mid-task interjections, closure/latency under noise, and an\nLLM-driv\n[…]\n) with the\nLOCOMO-10 dataset, and the judged-benchmark report (92.9% top-200 on\nMem0's own harness). results/ and checkpoint DBs are gitignored.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "bench: lifecycle/scale/agent-sim eval suite + LOCOMO harnesses and re…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-10T16:57:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "aeb9230fae41e889629d9c5019c82aa91171d892",
          "body": "…d retrieval\n\nTwo workstreams that both live in the recall path:\n\n- Retrieval tuning from the LOCOMO replay sprint: asymmetric query\n  embedding (embed_query with per-family instructions: bge merge,\n  arctic/e5 \"query: \" prefix), retuned fusion weights, temporal-context\n  smoothing, temporal query b\n[…]\n fact per recall. At 1,030 live memories: recall p50 2.10s -> 0.78s,\n  ingest 1.45s -> 0.38s per memory. Scores byte-identical across all evals.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf+tune(recall): vectorized scoring, batched hydration, LOCOMO-tune…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-10T16:57:40Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "034ac2f3167a9b2e20607b2a94c63931628897b0",
          "body": "…sion, local-mode cache tax\n\nFound by the new lifecycle eval suite (state reconstruction / time-travel /\ninterjections). Lifecycle eval: keyed 93.6% -> 100%, raw plain-text 61.7% -> 95.7%.\n\n- Backdated writes close on arrival: SupersessionResult.superseded_by_id;\n  a fact whose event_time predates a\n[…]\nest pins RECALL_CACHE_ENABLED=true so the SDK default cannot leak\n  into server tests through os.environ (order-dependent health-test failures).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(lifecycle): close backdated writes, unkeyed revision-cue superses…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-10T16:53:59Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "265e5e1bbddf6004d1f3c67790a2172e29853492",
          "body": "Honest run is now −6%, Sharpe −0.8 (materiality-weighted decay shifted\nranking slightly); contaminated run unchanged. The demo repo itself was\nfixed today to run cold from a standalone clone — kit precondition\nre-verified end-to-end in a clean container.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(gtm): launch-kit numbers match the demo on lians-sdk 0.4.0",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-06T21:13:42Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c3acac521f37f6c582ad6f6a6a88dd3c92c74cd7",
          "body": "- Writing to a crypto-shredded subject returned a raw 500; it is now a\n  410 Gone with code subject_crypto_shredded via a typed\n  SubjectKeyDestroyedError and a global handler (the key is never\n  re-created — GDPR Art. 17). Regression tests for single and batch.\n- The Markdown statement's stated ver\n[…]\n rule.\n- Python SDK context() exposes surface_conflicts / max_conflicts.\n- FastAPI app version string was stale at 0.2.0 since the first deploy.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: findings from the v0.4.0 full-scope live test",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-06T20:33:13Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "aadcf67b9f6f1535a9d862676a422525579dcbf4",
          "body": "lians.dev was never registered, so the dev.lians namespace can't be\nverified. ai.lians verifies against lians.ai (TXT record live). Since\nnothing was ever published to Central, rename the package with the\ngroupId while it's still free: sources and tests moved, imports\nrewritten, pom + READMEs + inst\n[…]\nntact\nemails now @lians.ai. install.md's stale 0.3.0 references bumped to\n0.4.0. Built + 7/7 tests green in Docker (maven:3-eclipse-temurin-17).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(sdk-java): dev.lians → ai.lians for the Maven Central namespace",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-06T19:51:28Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "504749f33305b437e49e8a12104aad3d4de3dd7c",
          "body": "Pre-compaction flush, signed Markdown memory statement, conflict\nresurfacing in /v1/context, audited degraded retrieval, and\nmateriality-weighted decay. All five SDK versions bumped in lock-step.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: v0.4.0 — the memory-lifecycle release",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-06T06:10:08Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "47b6bd3cd95139606895c0dd4702b73aadf04e82",
          "body": "Long-running agents lose granular facts at the context cliff: the host\nframework summarizes old turns and whatever the summary drops is gone.\nThe SDK now flushes durable facts into governed memory before that\nhappens, tagged _flush: \"pre_compaction\" so the audit chain shows when\nthe agent externaliz\n[…]\nd).\n- OpenAI Agents / CrewAI / AutoGen: new agentmem_flush / flush_memory\n  tool - the model batch-persists durable facts when compaction nears.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(sdk): pre-compaction memory flush across the agent harness",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-06T04:12:49Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5825366345610290730c9c65245d21b20e528c4e",
          "body": "GET /v1/snapshot/markdown renders an agent's exhaustive point-in-time\nknowledge state as a Markdown document with YAML frontmatter - one\nsection per fact with provenance, validity window, and materiality;\nerased facts appear as explicit crypto-shred markers with existence\npreserved. The document's S\n[…]\nocedure (offline hash check + online chain check).\nraw=true returns bare text/markdown; default returns JSON with the\ndocument plus its anchors.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(export): signed human-readable Markdown memory statement",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-06T04:02:35Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "173c2ff9337546f31f7cc6253ed619e080b09afc",
          "body": "/v1/context now pushes an agent's open conflicts to the top of every\nassembled block (oldest first - the longest-unresolved is the most\noverdue), rendered as explicit 'X DISAGREES WITH Y' lines so the model\ntreats contested facts as contested. The result carries the surfaced\nconflicts plus the total\n[…]\nlse; bounded by max_conflicts with an explicit\n'+N more' overflow line - never a silent drop. Other agents' conflicts\nnever leak into the block.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(context): open conflicts actively resurface until adjudicated",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-06T03:53:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "371239cd3539a757ce792c14c6dd9d6ce9e436dd",
          "body": "An embedding-provider outage no longer takes recall down: the query\nproceeds lexical-only (BM25 + recency + importance) and the degradation\nis explicit everywhere it matters — retrieval_degraded on RecallResult\nand ContextResult, a retrieval_degraded flag in the recall audit event\n(only present when\n[…]\nr alerting, and\na span attribute. Degraded results are never cached, so recovery is\nimmediate. Keyed lookups never embed, so they never degrade.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(recall): explicit audited degraded-retrieval mode",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-06T03:41:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d5a97385c5c7afc117197ba013f4afd1bcb4e602",
          "body": "A fact's retrieval half-life now scales with metadata.materiality\n(low 7d / standard 30d / high 120d / critical 365d), so client\ninstructions and compliance flags stay retrievable long after passing\npreferences fade. Ranking-only: storage never decays, the tag is\ndeterministic caller/adapter metadat\n[…]\ne (as_of) scoring.\n\nAlso: conftest Docker auto-provisioning no longer INTERNALERRORs the\nrun when a half-started Docker daemon hangs pg_isready.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(ranking): materiality-weighted retrieval decay",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-06T03:37:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "64754f50d62abbd92a1352e416a37e6aaf0291ae",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'deploy-push'",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T03:25:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b656fb9356830b920fadd541526095f1655e41a4",
          "body": "Both steps have bitten a release: the registry publish is manual and was\nskipped for 0.3.3/0.3.4-day-one; the 0.3.2 wheel shipped with local mode\nbroken because verification only ever ran inside the monorepo.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(releasing): add the MCP-registry publish + clean-venv wheel checks",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T03:25:14Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d800cf808331b7f2eaf8faecfc243d72b70b6f49",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'deploy-push'",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T03:22:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb4011395251c03251cd226db5aa5b6f29cd93bb",
          "body": "The registry only serves /v0/...; point the badge and docs at the\ncanonical /v0/servers/{name}/versions/latest endpoint, which returns the\nlive listing.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: fix MCP registry links — bare /servers/ path was never valid (404)",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T03:22:45Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "600b7beb9e343a8d898fcb192ae8c5a203f79482",
          "body": "Lians-ai is a user account we can't currently administer; the demo repo\nis published under ebeirne instead. Links updated accordingly.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: demo repo lives at ebeirne/lookahead-bias-demo",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T03:16:46Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2b88744c7869b580aed2a9684dc063aaa01b3228",
          "body": "… pages, and demo favicon\n\n- generate banner/logo/avatar/favicon from the canonical white-on-black mark\n- fix the main README banner (docs/images/banner.png previously did not exist)\n- add the logo header to all five SDK READMEs (renders on PyPI/npm/pkg.go.dev)\n- embed the mark as the demo page favicon (data URI, keeps the file self-contained)\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "brand: adopt the white-on-black Lians mark across README banners, SDK…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T03:16:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1f04adc7d604e1d88118eb66a080634da98d0733",
          "body": "…h kit\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: wire the standalone lookahead-demo repo URL into README + launc…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T03:13:44Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9d4beb5778d4f90c2d72d290d809f96ac980f8d7",
          "body": "The 0.3.3 PyPI job failed: the static wheel force-include pointed at\n../../src/lians, and python -m build builds the wheel FROM THE SDIST,\nwhere that path doesn't exist. A custom hatch build hook (hatch_build.py)\nnow resolves the vendored engine from the repo checkout or the sdist's\nown copy, whiche\n[…]\nth\n(sdist -> wheel-from-sdist -> clean venv -> full lookahead demo run).\n\nnpm published 0.3.3 before the PyPI failure; 0.3.4 restores lock-step.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: v0.3.4 — fix wheel build from sdist (0.3.3 never reached PyPI)",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T03:07:28Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9917770df26a97a0d206b0fd5b6f511d0f45d40e",
          "body": "…endor the engine\n\npip install lians-sdk[local] outside the monorepo failed on first use with\nModuleNotFoundError: No module named 'src' — the local mode imports the\nservice engine (src.lians.*), which the wheel never shipped. The flagship\nREADME quickstart was broken for every real user; all prior \n[…]\nrase-with-cert/audit-verify; plain install still imports.\n- Release 0.3.3: all SDK versions back in lock-step (C and Go had drifted\n  at 0.3.0).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(sdk-python): LocalLiansClient broken on every installed wheel — v…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T02:54:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7da765b0fe85a30b5dec75f5b7bcd31e2e225e46",
          "body": "…ply emails\n\n- Bug reports filed BEFORE first vendor contact (mem0ai/mem0#6085; 0.29.2\n  confirmation + workarounds on getzep/graphiti#1258) and linked from the\n  eval appendix — a vendor looking us up finds the engineering first.\n- right-of-reply-emails-2026-07.md: five ready-to-send emails with live\n  links and the July 17 reply deadline (10 business days from July 3).\n- Outreach log updated; the log is part of the published methodology.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(gtm): day-0 outbound — upstream reports filed, final right-of-re…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T02:30:38Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d0206e48a09ba6c5caeb530af44accb7364e9833",
          "body": "Per-vendor fact-check request (Mem0, Zep, Letta, Hindsight, Supermemory):\nmethodology + their column with justifications, 10-business-day window,\ncorrections credited by name, outreach log published as part of the\nmethodology. Written as the first-contact introduction it also is.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(gtm): vendor right-of-reply process + email templates",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T02:20:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c485a81cdf002b3527635c49a478494c28fc787a",
          "body": "Live results (default vendor configs, OPENAI_API_KEY, per-cell evidence\nin the results appendix):\n- Graphiti OSS: 2.0/5 — identical to the static assessment, now proven.\n  Its contradiction invalidation fired and correctly backdated invalid_at\n  (credited), but default search returns invalidated edg\n[…]\nin the appendix (mem0 default model\n  rejects its default temperature; graphiti Kuzu group_id crash; graphiti\n  Kuzu FTS indexes never created).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "bench: execute mem0 OSS + Graphiti live — evidence-backed scores",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T02:20:26Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3807bf41009ed4dd5fc0346d39885ed0db1eeda2",
          "body": "- New Mem0OSSAdapter and GraphitiOSSAdapter: with OPENAI_API_KEY set, both\n  columns execute the competitor's own quickstart-default configuration\n  (mem0 Memory() OpenAI LLM+embeddings; Graphiti OpenAI clients on embedded\n  Kuzu) instead of a capability assessment.\n- Tri-state scoring: checks can r\n[…]\nreference_date are marked\n  'Platform-only ... Not supported in OSS' in mem0's own docstrings.\n- Windows console UTF-8 fix for the table glyphs.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "bench: live OSS execution for mem0 + Graphiti; fairness-hardened scoring",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T01:47:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "26dbe7077d8016b4756c3008ed209b5c24b5f24d",
          "body": "- /v1/compliance/worm no longer self-asserts 'compliant posture'; it\n  attests controls factually and names what stays the operator's\n  responsibility (retention, D3P, org controls). Test pins the rule.\n- README: scope disclaimer under the compliance mapping table (software\n  provides technical cont\n[…]\nxplicit open-core boundary — tiers gate\n  the hosted service, never withheld code.\n- alternatives-mem0: pre-empt the 'you paywall too' rebuttal.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs,api: legal-language pass on compliance claims",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T01:32:14Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b28a3625f7f0d17ab8dce57ff048bb3193b2983e",
          "body": "- conftest: point pydantic-settings at a nonexistent env file and scrub\n  crypto/cache/rate-limit/WORM vars before any Settings() is built — a\n  developer's Docker-stack .env (real MASTER_ENCRYPTION_KEY etc.) changed\n  crypto/RLS/cache behavior and failed audit-chain/conflict tests. Full\n  suite now\n[…]\n: memories').\n  Cancel only after the prune effect is observed, so cancellation always\n  lands in the scheduler's sleep. 5/5 green in isolation.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test: make the suite immune to local .env; fix scheduler-cancel race",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T01:30:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ad49edea0fc990af33a62f504b39f5761f0bc2d7",
          "body": "- lians-gtm-plan.md: the 27-day positioning/marketing/build plan\n- docs/gtm/lookahead-distribution-kit.md: HN/Reddit/LinkedIn posts,\n  prepared rebuttals, cold-outreach email, launch checklist\n- docs/gtm/roundup-outreach.md: 11 live roundup targets + awesome-list\n  PR text + author pitch\n- docs/gtm/\n[…]\nl assessment — distribution,\n  not code, is the binding constraint; 10-day launch sequence\n- docs/website-layout.md: site structure for lians.ai\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(gtm): GTM plan, launch kits, outreach targets, pressure-test memo",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T01:19:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "088e381bb73a9f39657df9f71d283fab1d43653e",
          "body": "- alternatives-zep-regulated / alternatives-mem0-self-hosted: bottom-funnel\n  comparison pages with honest concessions, wired to the regulated eval\n- gdpr-crypto-shredding: why key destruction is the only provable Art. 17\n  answer for memory systems (embeddings, derived facts, backups)\n- point-in-time-vs-validity-windows: valid time vs transaction time, the\n  late-revision case, and where each system in the category lands\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: alternatives pages + regulatory deep-dives (GTM §2.1, §3)",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T01:19:30Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "588dcd24d7d6c0003b42bf9dacf4d81d0579ff4c",
          "body": "…ild B)\n\nSame strategy, same data, same memory store, run twice: present-time\nrecall() vs recall_at(as_of=decision_time). Contaminated run: +44.0%,\nSharpe 4.6; honest run: -4.2%, Sharpe -0.6. 918 leaked retrievals logged\nwith creation timestamps (receipts.csv/md); backtest_check() flags the\nstore programmatically. Deterministic synthetic market (seed=42,\nfictional tickers), no API keys, ~30s on CPU.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(demo): lookahead-bias demo — contaminated vs honest backtest (Bu…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T01:19:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "fd79d29e8bab0ca9af22c31ef00b9c399eda5730",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(gitignore): exclude Java SDK build output (target/)",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-04T01:19:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "44da3bc9af5d917d9f67319e45fa69b0c07968df",
          "body": "Two workers each loading the ~1.3GB bge model OOM-looped the 2GB VM; one\nworker + 2 cores gives 0.4s warm writes/recalls. Single machine in sjc,\ncolocated with the DB.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "infra(fly): 1 uvicorn worker + 2 shared vCPUs for the embedding model",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-03T05:00:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a57f1c009a163af38e78d58ea9061180222f487a",
          "body": "…shot; colocate app with DB\n\n- erase/prune now shred embedding + metadata too (inversion attacks can\n  approximate content from vectors; metadata carries identifiers) and purge\n  the live_facts projection so recall cannot resurrect null-content husks\n- /v1/snapshot no longer hides erased rows: they \n[…]\npaid\n  a cross-country RTT; writes were ~2s), vm 2GB, embeddings switch to the\n  baked-in sentence-transformers model instead of hash projection\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(gdpr,snapshot): full crypto-shred + erased tombstones in /v1/snap…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-03T04:30:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "891b834b060ba398f5dea86523bc1ab6f34cff0a",
          "body": "…lter\n\nResolve verb is 'approve' but the admission engine's own vocabulary says\n'admit'; history rows are stored as 'approved' but callers filter 'admitted'.\nAccept the synonyms instead of 422/empty-listing on them.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(admissions): accept 'admit' action alias and 'admitted' status fi…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-03T04:30:17Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e1403af63a492c39de10e08e2b6a6ddba9b5df9f",
          "body": "…just SUPERSEDES\n\nPreviously every later keyed write audited as SUPERSEDES 1.0 — REFINES and\nCONFIRMS were unreachable end-to-end (unkeyed writes rarely find candidates\nwithout real embeddings). Now, deterministically:\n- identical value re-stated later  -> CONFIRMS 1.0 (closes old window, honest lab\n[…]\nds)\n- changed value                    -> SUPERSEDES 1.0 (unchanged)\n- same-time divergence             -> CONTRADICTS_SAME_TIME 0.9 (unchanged)\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(supersession): keyed fast path classifies CONFIRMS/REFINES, not …",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-03T04:30:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "dd096d024799c7c7406b6970193aae255f3d0f57",
          "body": "…tuation glue\n\nThe lexical half of hybrid recall used str.split(): 'revenue.' never matched\n'revenue', and unsegmented scripts (Chinese/Japanese/Thai/Korean...) collapsed\ninto one giant token so lexical scoring could never fire for them. With\nEMBEDDING_PROVIDER=local that made non-Latin recall ordering effectively\nrandom. Shared unicode tokenizer for query+content: \\w+ word runs plus\ncharacter bigrams for unsegmented scripts.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recall): unicode-aware BM25 tokenizer — CJK/Thai bigrams, no punc…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-03T04:30:16Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "562dbe9564728e4602e64e6e724d94217b807352",
          "body": "…server.json\n\n- GET /v1/admin/usage/{namespace} — calendar-month write/recall counts from\n  the append-only event_log, powering the console's usage meters. Admin ops\n  are excluded from the counts; covered by tests.\n- LICENSE was a truncated Apache-2.0 text GitHub's licensee could not detect\n  (repo\n[…]\no 0.3.2 and point website/repository at\n  lians.ai and ebeirne/Lians2 — the old entry advertised 0.3.0 and a repo\n  that is no longer canonical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(admin): usage metering endpoint; fix LICENSE detection; refresh …",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-02T17:12:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "77798bbca71c733b172cfab107694bb0b6d9fc7a",
          "body": "Extend the compare_regulated harness from two competitor columns to five.\nEach new adapter follows the established pattern: real SDK calls where a\npublic primitive exists, CapabilityAbsent where none does (a thrown\ninvariant is a failure), and full live execution when that vendor's key\nis present (L\n[…]\nhed\ninvariants, Zep stays the top-scoring competitor, and absent cells must\nliterally throw. Results doc regenerated (Lians executed live, 5/5).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "bench: score Letta, Hindsight, and Supermemory in the regulated eval",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-02T06:05:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f2c4b3cc1b59b4faed819a9823af0420e65fd2fe",
          "body": "Bump all SDK/plugin version strings to 0.3.2 in lock-step (Python, TypeScript,\nJava pom, Claude plugin.json, marketplace.json) so the fixed artifacts publish:\n\n- MCP fact_history / list_conflicts query-string fix (ships in lians-sdk[mcp];\n  the 0.3.1 PyPI wheel has the bug).\n- Java SDK HTTP/1.1 pin \n[…]\nall, and contains the\nMCP fix. gitignore the local docker-stack env (real key) and the scratch\nlive-smoke script so they can never be committed.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: v0.3.2 — ship the cross-language + MCP fixes",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-02T01:03:28Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "67476570474ed1d391306b24072ac47bc3be689e",
          "body": "…nflicts)\n\nThe MCP server's _api GET helper passed `params=body or {}`. httpx treats an\nempty params dict as \"replace the query string\", so any GET whose query was\nbaked into the path — fact_history (?ticker&metric&agent_id) and list_conflicts\n(?status&limit) — had its query wiped and 422'd. Two of \n[…]\n.md TypeScript snippet: it called a non-existent\n`mem.add({ agentId, eventTime })`; the SDK method is\n`mem.addMemory({ agent_id, event_time })`.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): GET tools dropped their query string (fact_history, list_co…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-02T00:57:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6928c45dfd6bdde5140a92ae5d7dc9b5103a4f13",
          "body": "…e server\n\nThe Java SDK built its HttpClient without a version, so it defaulted to HTTP/2.\nAgainst the cleartext HTTP/1.1 server (uvicorn) the h2c upgrade attempt is parsed\nas a malformed request and every call failed with\n\"POST /v1/memories -> 400: Invalid HTTP request received\". The Java SDK could\n[…]\nified against the live stack: addMemory / recall / recallAt / snapshot all\npass (built + run in maven:3-eclipse-temurin-17 reaching the server).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(sdk-java): pin HTTP/1.1 — default HTTP/2 client is rejected by th…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-02T00:47:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8c75225963364fb11a83212837f1147b03b4eaa1",
          "body": "…story)\n\nRegression from the REFINES work: broadening Stage-1 candidate generation to\nmatch unkeyed free text by embedding similarity meant classify_relation then saw\nthose pairs and returned SUPERSEDES on \"newer + different value\". Every\nsuccessive unkeyed message thus superseded the previous one —\n[…]\ned.\n\nRegression tests: unkeyed distinct text → ADDS (3 cases), unkeyed narrowing →\nREFINES. 125 previously-failing/related tests green together.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(supersession): unkeyed free text must not auto-supersede (chat hi…",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-02T00:23:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "256ed5d6897ab05c9ac11deec9977929a90d8b5d",
          "body": "Bump lians-sdk (Python + TypeScript) to 0.3.1 so the fixed wheel actually\nships — the 0.3.0 PyPI wheel is unimportable on a plain install. CHANGELOG\ncovers the cross-tenant subject-key isolation fix (migration 0019), the\nRATE_LIMIT_PER_MINUTE wiring fix, the SDK import fix, the Dockerfile CMD fix,\nand the REFINES relation + vagueness admission filter.\n\nVerified: the 0.3.1 wheel installs clean-room with only httpx and imports.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: v0.3.1 — SDK republish + limit-test bug fixes",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-02T00:05:29Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2de0e987a1c593b2b0b1a32cc4497c2998b00eef",
          "body": "RateLimitMiddleware was added with no argument, so it always used its hardcoded\n300 req/min default. The prominently-documented RATE_LIMIT_PER_MINUTE setting\n(.env.example) therefore had NO effect in any deployment — every instance was\nsilently pinned at 300, regardless of what operators configured.\n[…]\n instead\n  of the old constant, and add a test that inspects the app middleware stack to\n  pin that the setting actually reaches the middleware.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(api): wire RATE_LIMIT_PER_MINUTE into the middleware (was ignored)",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-01T23:49:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7c464b51c13bfe239cc7106b8394e2f263800a52",
          "body": "The accuracy benchmark's labeled taxonomy predated REFINES, so run_benchmark\nKeyError'd on the new relation once classify_relation could emit it. Add 4\nREFINES pairs (narrowings, including a same-time narrowing that must NOT flag a\nconflict), register REFINES in the confusion-matrix classes, and relabel the\n\"Fed rate held at 5.00%\" pair from SUPERSEDES to REFINES — same value, enriched\nwith the decision detail, which is exactly a narrowing.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(supersession): add REFINES as a first-class benchmark class",
          "author_name": "etanbuns",
          "author_login": "etanbuns",
          "committed_at": "2026-07-01T21:41:53Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "edec8d2229e07c0cfe237d06525244ea9b909c73",
          "body": "…solation\n\nCross-tenant crypto breach found while limit-testing the live stack. subject_keys\nhad subject_id as its SOLE primary key, but subject_id is only unique within a\ntenant. Two namespaces using the same subject_id (e.g. a shared customer id)\ntherefore shared ONE AES data-encryption key:\n\n  * \n[…]\neadable and writable.\n\nFull 40/40 live API surface green after the fix; migration verified on the running\nPostgres (PK = namespace, subject_id).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(crypto): subject_keys keyed by (namespace, subject_id) — tenant i…",
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                "key": "openssf_scorecard_ci_tests",
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                "key": "topics",
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